Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	385500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	58.8 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`rms[0]` has unique values	Unique
`rms[2]` has unique values	Unique
`rms[4]` has unique values	Unique
`rms[5]` has unique values	Unique
`rms[7]` has unique values	Unique
`rms[11]` has unique values	Unique
`rms[13]` has unique values	Unique
`rms[14]` has unique values	Unique

Reproduction

Analysis started	2024-01-12 12:45:04.179283
Analysis finished	2024-01-12 12:47:01.130349
Duration	1 minute and 56.95 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

rms[0]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3404624

Minimum	0.2758542
Maximum	6.0882772
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.2758542
5-th percentile	0.82286078
Q1	1.096611
median	1.3162094
Q3	1.5571555
95-th percentile	1.9431971
Maximum	6.0882772
Range	5.812423
Interquartile range (IQR)	0.46054448

Descriptive statistics

Standard deviation	0.34216703
Coefficient of variation (CV)	0.25526044
Kurtosis	0.55770645
Mean	1.3404624
Median Absolute Deviation (MAD)	0.22947488
Skewness	0.44767697
Sum	516748.27
Variance	0.11707828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.007041751	1	< 0.1%
2.254648269	1	< 0.1%
1.619478102	1	< 0.1%
1.285272497	1	< 0.1%
1.990850268	1	< 0.1%
1.072506614	1	< 0.1%
1.312369633	1	< 0.1%
0.8756402294	1	< 0.1%
1.111454474	1	< 0.1%
1.503017243	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2758541981	1	< 0.1%
0.2850168822	1	< 0.1%
0.3206726649	1	< 0.1%
0.3271693493	1	< 0.1%
0.3295308364	1	< 0.1%
0.3390598157	1	< 0.1%
0.3390615305	1	< 0.1%
0.3453755548	1	< 0.1%
0.3473195017	1	< 0.1%
0.3475587225	1	< 0.1%

Value	Count	Frequency (%)
6.08827722	1	< 0.1%
5.547721164	1	< 0.1%
5.114053714	1	< 0.1%
5.035638766	1	< 0.1%
4.91920252	1	< 0.1%
4.814323386	1	< 0.1%
4.768766026	1	< 0.1%
4.612976966	1	< 0.1%
4.477683126	1	< 0.1%
4.308803455	1	< 0.1%

rms[1]
Real number (ℝ)

Distinct	385499
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3356601

Minimum	0.3147115
Maximum	5.8606258
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.3147115
5-th percentile	0.81878921
Q1	1.0926758
median	1.3118977
Q3	1.5525951
95-th percentile	1.9347585
Maximum	5.8606258
Range	5.5459143
Interquartile range (IQR)	0.45991925

Descriptive statistics

Standard deviation	0.34072918
Coefficient of variation (CV)	0.25510172
Kurtosis	0.58938045
Mean	1.3356601
Median Absolute Deviation (MAD)	0.22911796
Skewness	0.44698302
Sum	514896.95
Variance	0.11609638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.169328167	2	< 0.1%
1.5639021	1	< 0.1%
1.284208478	1	< 0.1%
1.026357219	1	< 0.1%
1.964471024	1	< 0.1%
0.9850057355	1	< 0.1%
0.9868609863	1	< 0.1%
1.261303057	1	< 0.1%
0.5861492999	1	< 0.1%
2.300488721	1	< 0.1%
Other values (385489)	385489	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3147114992	1	< 0.1%
0.3182394474	1	< 0.1%
0.3200119208	1	< 0.1%
0.3313449944	1	< 0.1%
0.3362450187	1	< 0.1%
0.341345692	1	< 0.1%
0.3484846158	1	< 0.1%
0.3493785362	1	< 0.1%
0.35160784	1	< 0.1%
0.3523950381	1	< 0.1%

Value	Count	Frequency (%)
5.860625791	1	< 0.1%
5.609123479	1	< 0.1%
5.444333712	1	< 0.1%
5.333377557	1	< 0.1%
5.274276327	1	< 0.1%
4.873780041	1	< 0.1%
4.826908852	1	< 0.1%
4.639713733	1	< 0.1%
4.536820707	1	< 0.1%
4.382918934	1	< 0.1%

rms[2]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3566277

Minimum	0.25450023
Maximum	5.1950231
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.25450023
5-th percentile	0.83023245
Q1	1.1093896
median	1.333165
Q3	1.5777393
95-th percentile	1.9631291
Maximum	5.1950231
Range	4.9405229
Interquartile range (IQR)	0.4683497

Descriptive statistics

Standard deviation	0.3462679
Coefficient of variation (CV)	0.25524165
Kurtosis	0.39125227
Mean	1.3566277
Median Absolute Deviation (MAD)	0.23320375
Skewness	0.42549044
Sum	522979.99
Variance	0.11990146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.456864989	1	< 0.1%
1.914290479	1	< 0.1%
1.092337413	1	< 0.1%
1.308422298	1	< 0.1%
1.340774334	1	< 0.1%
1.390414416	1	< 0.1%
1.076434846	1	< 0.1%
1.636784081	1	< 0.1%
0.8179451867	1	< 0.1%
1.053217029	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2545002292	1	< 0.1%
0.2946413214	1	< 0.1%
0.3485190615	1	< 0.1%
0.3510521062	1	< 0.1%
0.3593454188	1	< 0.1%
0.3599342364	1	< 0.1%
0.3602115741	1	< 0.1%
0.3626820036	1	< 0.1%
0.3654531835	1	< 0.1%
0.3675273805	1	< 0.1%

Value	Count	Frequency (%)
5.195023107	1	< 0.1%
4.886637881	1	< 0.1%
4.803247601	1	< 0.1%
4.777913244	1	< 0.1%
4.639697077	1	< 0.1%
4.594832418	1	< 0.1%
4.438121378	1	< 0.1%
4.337634438	1	< 0.1%
4.303626837	1	< 0.1%
4.209195796	1	< 0.1%

rms[3]
Real number (ℝ)

Distinct	385498
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3256906

Minimum	0.28391407
Maximum	5.5505564
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.28391407
5-th percentile	0.81225352
Q1	1.084392
median	1.3015152
Q3	1.5416934
95-th percentile	1.9197395
Maximum	5.5505564
Range	5.2666423
Interquartile range (IQR)	0.45730144

Descriptive statistics

Standard deviation	0.33835609
Coefficient of variation (CV)	0.25523007
Kurtosis	0.4379662
Mean	1.3256906
Median Absolute Deviation (MAD)	0.22766373
Skewness	0.4340884
Sum	511053.71
Variance	0.11448484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.454878934	2	< 0.1%
1.445435086	2	< 0.1%
1.531228158	1	< 0.1%
1.453444733	1	< 0.1%
0.7081381119	1	< 0.1%
0.9451061799	1	< 0.1%
1.337340382	1	< 0.1%
1.028406702	1	< 0.1%
1.21665139	1	< 0.1%
1.87870439	1	< 0.1%
Other values (385488)	385488	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2839140674	1	< 0.1%
0.2978318788	1	< 0.1%
0.3042772149	1	< 0.1%
0.3100630966	1	< 0.1%
0.314337983	1	< 0.1%
0.3182819812	1	< 0.1%
0.3244101072	1	< 0.1%
0.3263722937	1	< 0.1%
0.3281416113	1	< 0.1%
0.3314276824	1	< 0.1%

Value	Count	Frequency (%)
5.550556353	1	< 0.1%
5.125494881	1	< 0.1%
4.85576616	1	< 0.1%
4.83616478	1	< 0.1%
4.621285432	1	< 0.1%
4.571653835	1	< 0.1%
4.397452441	1	< 0.1%
4.374339071	1	< 0.1%
4.218837331	1	< 0.1%
4.210896419	1	< 0.1%

rms[4]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3758948

Minimum	0.31782641
Maximum	6.0381889
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.31782641
5-th percentile	0.84257184
Q1	1.1239851
median	1.3501728
Q3	1.6013131
95-th percentile	1.9932775
Maximum	6.0381889
Range	5.7203625
Interquartile range (IQR)	0.47732796

Descriptive statistics

Standard deviation	0.35268033
Coefficient of variation (CV)	0.25632799
Kurtosis	0.48547022
Mean	1.3758948
Median Absolute Deviation (MAD)	0.23771119
Skewness	0.43974414
Sum	530407.43
Variance	0.12438342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9380417258	1	< 0.1%
1.113969165	1	< 0.1%
1.228078111	1	< 0.1%
1.186353413	1	< 0.1%
1.165861944	1	< 0.1%
1.134571923	1	< 0.1%
1.507827476	1	< 0.1%
0.5895961992	1	< 0.1%
0.7577275689	1	< 0.1%
0.5119305327	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3178264149	1	< 0.1%
0.3186246125	1	< 0.1%
0.3341709868	1	< 0.1%
0.3352037778	1	< 0.1%
0.3440018291	1	< 0.1%
0.3666824768	1	< 0.1%
0.3693241868	1	< 0.1%
0.3735303967	1	< 0.1%
0.37514582	1	< 0.1%
0.376426023	1	< 0.1%

Value	Count	Frequency (%)
6.038188912	1	< 0.1%
5.538071041	1	< 0.1%
5.343040695	1	< 0.1%
5.169566252	1	< 0.1%
4.971241399	1	< 0.1%
4.758075961	1	< 0.1%
4.618326118	1	< 0.1%
4.538777004	1	< 0.1%
4.484659624	1	< 0.1%
4.209553951	1	< 0.1%

rms[5]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3637315

Minimum	0.27068674
Maximum	5.6697771
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.27068674
5-th percentile	0.82938072
Q1	1.1120651
median	1.3389698
Q3	1.5881442
95-th percentile	1.9834087
Maximum	5.6697771
Range	5.3990903
Interquartile range (IQR)	0.47607911

Descriptive statistics

Standard deviation	0.35243875
Coefficient of variation (CV)	0.25843705
Kurtosis	0.46176765
Mean	1.3637315
Median Absolute Deviation (MAD)	0.23715379
Skewness	0.44068663
Sum	525718.5
Variance	0.12421307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.412877201	1	< 0.1%
1.025774287	1	< 0.1%
1.381680692	1	< 0.1%
1.233184478	1	< 0.1%
1.037192862	1	< 0.1%
1.510124974	1	< 0.1%
0.900202838	1	< 0.1%
1.620824648	1	< 0.1%
1.29273163	1	< 0.1%
0.9674871029	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2706867438	1	< 0.1%
0.294354428	1	< 0.1%
0.3355097512	1	< 0.1%
0.3595357764	1	< 0.1%
0.3607931844	1	< 0.1%
0.3616352483	1	< 0.1%
0.3660771654	1	< 0.1%
0.3684391798	1	< 0.1%
0.3703964835	1	< 0.1%
0.3725735878	1	< 0.1%

Value	Count	Frequency (%)
5.669777061	1	< 0.1%
5.52557677	1	< 0.1%
5.394941245	1	< 0.1%
5.150317714	1	< 0.1%
4.910367448	1	< 0.1%
4.843243003	1	< 0.1%
4.722864972	1	< 0.1%
4.637080037	1	< 0.1%
4.171324506	1	< 0.1%
4.14364169	1	< 0.1%

rms[6]
Real number (ℝ)

Distinct	385499
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3718027

Minimum	0.31612721
Maximum	5.4635651
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.31612721
5-th percentile	0.83749125
Q1	1.1207464
median	1.3475033
Q3	1.5965522
95-th percentile	1.9892498
Maximum	5.4635651
Range	5.1474379
Interquartile range (IQR)	0.47580573

Descriptive statistics

Standard deviation	0.35200044
Coefficient of variation (CV)	0.25659699
Kurtosis	0.38685869
Mean	1.3718027
Median Absolute Deviation (MAD)	0.23683022
Skewness	0.42651948
Sum	528829.95
Variance	0.12390431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.37587104	2	< 0.1%
1.699235715	1	< 0.1%
0.9671593747	1	< 0.1%
1.016034267	1	< 0.1%
1.210339633	1	< 0.1%
1.398157437	1	< 0.1%
0.7730649698	1	< 0.1%
1.266066888	1	< 0.1%
1.323793443	1	< 0.1%
1.665497149	1	< 0.1%
Other values (385489)	385489	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3161272055	1	< 0.1%
0.3329717326	1	< 0.1%
0.3452157115	1	< 0.1%
0.3460045995	1	< 0.1%
0.3474135369	1	< 0.1%
0.3509861141	1	< 0.1%
0.3523480478	1	< 0.1%
0.3565417282	1	< 0.1%
0.3578788683	1	< 0.1%
0.3632073636	1	< 0.1%

Value	Count	Frequency (%)
5.463565067	1	< 0.1%
4.990367338	1	< 0.1%
4.979964682	1	< 0.1%
4.858374174	1	< 0.1%
4.835121239	1	< 0.1%
4.610199707	1	< 0.1%
4.596534843	1	< 0.1%
4.527796777	1	< 0.1%
4.374894952	1	< 0.1%
4.327829518	1	< 0.1%

rms[7]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3469454

Minimum	0.23921081
Maximum	5.8729167
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.23921081
5-th percentile	0.81278443
Q1	1.0954438
median	1.3215172
Q3	1.5713218
95-th percentile	1.9659342
Maximum	5.8729167
Range	5.6337059
Interquartile range (IQR)	0.47587797

Descriptive statistics

Standard deviation	0.35252992
Coefficient of variation (CV)	0.26172548
Kurtosis	0.46121598
Mean	1.3469454
Median Absolute Deviation (MAD)	0.23701081
Skewness	0.44132526
Sum	519247.44
Variance	0.12427734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.521402698	1	< 0.1%
1.926582607	1	< 0.1%
1.965735042	1	< 0.1%
1.135196582	1	< 0.1%
0.7963664389	1	< 0.1%
2.022304385	1	< 0.1%
1.719411477	1	< 0.1%
1.409080246	1	< 0.1%
1.631795883	1	< 0.1%
1.713829296	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2392108086	1	< 0.1%
0.2576928764	1	< 0.1%
0.2664986286	1	< 0.1%
0.2882851103	1	< 0.1%
0.3066478608	1	< 0.1%
0.3079473261	1	< 0.1%
0.3187839196	1	< 0.1%
0.3326520625	1	< 0.1%
0.3344084407	1	< 0.1%
0.336653573	1	< 0.1%

Value	Count	Frequency (%)
5.872916677	1	< 0.1%
5.471192054	1	< 0.1%
5.176911472	1	< 0.1%
4.994711914	1	< 0.1%
4.871669749	1	< 0.1%
4.622526568	1	< 0.1%
4.561902548	1	< 0.1%
4.434401413	1	< 0.1%
4.119833939	1	< 0.1%
3.924644406	1	< 0.1%

rms[8]
Real number (ℝ)

Distinct	385499
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3899213

Minimum	0.31975378
Maximum	6.3900127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.31975378
5-th percentile	0.85344078
Q1	1.1382047
median	1.3658855
Q3	1.6146682
95-th percentile	2.0077106
Maximum	6.3900127
Range	6.0702589
Interquartile range (IQR)	0.47646351

Descriptive statistics

Standard deviation	0.35381426
Coefficient of variation (CV)	0.25455704
Kurtosis	1.010047
Mean	1.3899213
Median Absolute Deviation (MAD)	0.23733319
Skewness	0.480163
Sum	535814.67
Variance	0.12518453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.119011794	2	< 0.1%
1.21146003	1	< 0.1%
1.807747432	1	< 0.1%
0.9992545641	1	< 0.1%
0.7419618396	1	< 0.1%
1.822619848	1	< 0.1%
1.268003483	1	< 0.1%
1.44229044	1	< 0.1%
1.078745266	1	< 0.1%
1.642961865	1	< 0.1%
Other values (385489)	385489	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3197537765	1	< 0.1%
0.3286593493	1	< 0.1%
0.3414303649	1	< 0.1%
0.351511004	1	< 0.1%
0.3594876254	1	< 0.1%
0.3667699883	1	< 0.1%
0.3689140215	1	< 0.1%
0.3755076518	1	< 0.1%
0.3826756073	1	< 0.1%
0.3860786257	1	< 0.1%

Value	Count	Frequency (%)
6.390012663	1	< 0.1%
5.956379542	1	< 0.1%
5.751987931	1	< 0.1%
5.495655267	1	< 0.1%
5.467067265	1	< 0.1%
5.423331086	1	< 0.1%
5.356367083	1	< 0.1%
5.293474315	1	< 0.1%
5.289633895	1	< 0.1%
5.273031071	1	< 0.1%

rms[9]
Real number (ℝ)

Distinct	385498
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.377497

Minimum	0.29468131
Maximum	5.9826448
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.29468131
5-th percentile	0.84823478
Q1	1.1290181
median	1.353291
Q3	1.5986989
95-th percentile	1.9880717
Maximum	5.9826448
Range	5.6879635
Interquartile range (IQR)	0.46968089

Descriptive statistics

Standard deviation	0.34920756
Coefficient of variation (CV)	0.25350876
Kurtosis	1.1274859
Mean	1.377497
Median Absolute Deviation (MAD)	0.23386366
Skewness	0.49420762
Sum	531025.09
Variance	0.12194592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.436342686	2	< 0.1%
0.9744653365	2	< 0.1%
0.9712543798	1	< 0.1%
1.251719514	1	< 0.1%
1.633278339	1	< 0.1%
1.509065732	1	< 0.1%
1.340873424	1	< 0.1%
1.02666082	1	< 0.1%
1.410268393	1	< 0.1%
1.070344912	1	< 0.1%
Other values (385488)	385488	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2946813084	1	< 0.1%
0.3077491914	1	< 0.1%
0.3083188576	1	< 0.1%
0.3453334303	1	< 0.1%
0.3528708014	1	< 0.1%
0.3568653142	1	< 0.1%
0.3573347582	1	< 0.1%
0.3755118256	1	< 0.1%
0.3805453622	1	< 0.1%
0.3822928893	1	< 0.1%

Value	Count	Frequency (%)
5.98264481	1	< 0.1%
5.898676796	1	< 0.1%
5.842367749	1	< 0.1%
5.635410718	1	< 0.1%
5.587724079	1	< 0.1%
5.51300246	1	< 0.1%
5.488479668	1	< 0.1%
5.331706397	1	< 0.1%
5.2760714	1	< 0.1%
5.115001233	1	< 0.1%

rms[10]
Real number (ℝ)

Distinct	385499
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4088766

Minimum	0.32446226
Maximum	6.0062168
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.32446226
5-th percentile	0.870531
Q1	1.1554529
median	1.383982
Q3	1.6357786
95-th percentile	2.0307397
Maximum	6.0062168
Range	5.6817545
Interquartile range (IQR)	0.48032572

Descriptive statistics

Standard deviation	0.35542836
Coefficient of variation (CV)	0.25227786
Kurtosis	0.78575958
Mean	1.4088766
Median Absolute Deviation (MAD)	0.23903158
Skewness	0.46683317
Sum	543121.92
Variance	0.12632932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.403088952	2	< 0.1%
1.285425125	1	< 0.1%
1.088636365	1	< 0.1%
1.141527695	1	< 0.1%
1.417580161	1	< 0.1%
2.141293065	1	< 0.1%
1.567407049	1	< 0.1%
1.14740312	1	< 0.1%
1.783982091	1	< 0.1%
1.082471853	1	< 0.1%
Other values (385489)	385489	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3244622558	1	< 0.1%
0.3490767694	1	< 0.1%
0.3564049712	1	< 0.1%
0.3603855233	1	< 0.1%
0.3681912796	1	< 0.1%
0.3787332456	1	< 0.1%
0.3806516496	1	< 0.1%
0.3840345706	1	< 0.1%
0.3847241408	1	< 0.1%
0.3848946673	1	< 0.1%

Value	Count	Frequency (%)
6.006216764	1	< 0.1%
5.314943095	1	< 0.1%
5.18903791	1	< 0.1%
5.141877978	1	< 0.1%
5.060894642	1	< 0.1%
5.036771228	1	< 0.1%
4.945917024	1	< 0.1%
4.943960316	1	< 0.1%
4.942416725	1	< 0.1%
4.861858383	1	< 0.1%

rms[11]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4153145

Minimum	0.31274287
Maximum	5.9888774
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.31274287
5-th percentile	0.87492307
Q1	1.1614107
median	1.3913401
Q3	1.6430275
95-th percentile	2.0370042
Maximum	5.9888774
Range	5.6761345
Interquartile range (IQR)	0.48161687

Descriptive statistics

Standard deviation	0.3565512
Coefficient of variation (CV)	0.25192365
Kurtosis	0.89421435
Mean	1.4153145
Median Absolute Deviation (MAD)	0.23972846
Skewness	0.47083911
Sum	545603.74
Variance	0.12712875
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9041567568	1	< 0.1%
1.58038554	1	< 0.1%
1.269294734	1	< 0.1%
1.153712572	1	< 0.1%
0.935886592	1	< 0.1%
1.230480761	1	< 0.1%
1.227548427	1	< 0.1%
0.9505139487	1	< 0.1%
1.555386265	1	< 0.1%
1.223129351	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3127428691	1	< 0.1%
0.3185457968	1	< 0.1%
0.3300341591	1	< 0.1%
0.335154207	1	< 0.1%
0.3439381627	1	< 0.1%
0.3555530482	1	< 0.1%
0.3593076998	1	< 0.1%
0.3660599009	1	< 0.1%
0.3682568085	1	< 0.1%
0.3716994765	1	< 0.1%

Value	Count	Frequency (%)
5.988877405	1	< 0.1%
5.721379868	1	< 0.1%
5.511302507	1	< 0.1%
5.485954148	1	< 0.1%
5.485235551	1	< 0.1%
5.398295036	1	< 0.1%
5.234579293	1	< 0.1%
5.225698497	1	< 0.1%
5.117566305	1	< 0.1%
5.098328992	1	< 0.1%

rms[12]
Real number (ℝ)

Distinct	385499
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3645071

Minimum	0.25688826
Maximum	6.3797699
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.25688826
5-th percentile	0.84511234
Q1	1.12067
median	1.3411834
Q3	1.5827177
95-th percentile	1.9628587
Maximum	6.3797699
Range	6.1228817
Interquartile range (IQR)	0.4620477

Descriptive statistics

Standard deviation	0.34291252
Coefficient of variation (CV)	0.25130872
Kurtosis	1.2643461
Mean	1.3645071
Median Absolute Deviation (MAD)	0.23019452
Skewness	0.49555783
Sum	526017.48
Variance	0.117589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.100310882	2	< 0.1%
0.9397715555	1	< 0.1%
1.76320812	1	< 0.1%
1.626650067	1	< 0.1%
1.317945437	1	< 0.1%
1.620048181	1	< 0.1%
1.055116807	1	< 0.1%
1.224498185	1	< 0.1%
1.604119146	1	< 0.1%
1.795147713	1	< 0.1%
Other values (385489)	385489	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2568882649	1	< 0.1%
0.2876628412	1	< 0.1%
0.3045050398	1	< 0.1%
0.3491451413	1	< 0.1%
0.3608544743	1	< 0.1%
0.3614027983	1	< 0.1%
0.3619883393	1	< 0.1%
0.3634507612	1	< 0.1%
0.3668470894	1	< 0.1%
0.3768677323	1	< 0.1%

Value	Count	Frequency (%)
6.379769933	1	< 0.1%
6.157558877	1	< 0.1%
5.852237584	1	< 0.1%
5.74550077	1	< 0.1%
5.677679217	1	< 0.1%
5.674081001	1	< 0.1%
5.31664199	1	< 0.1%
5.303370077	1	< 0.1%
5.249317156	1	< 0.1%
5.217771002	1	< 0.1%

rms[13]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4116071

Minimum	0.32766421
Maximum	6.283808
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.32766421
5-th percentile	0.868752
Q1	1.1567125
median	1.3865315
Q3	1.6400555
95-th percentile	2.0383014
Maximum	6.283808
Range	5.9561438
Interquartile range (IQR)	0.48334295

Descriptive statistics

Standard deviation	0.35842312
Coefficient of variation (CV)	0.25391138
Kurtosis	0.8545296
Mean	1.4116071
Median Absolute Deviation (MAD)	0.24077128
Skewness	0.47157058
Sum	544174.55
Variance	0.12846713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.184943091	1	< 0.1%
0.9165588068	1	< 0.1%
0.8233029842	1	< 0.1%
1.57173268	1	< 0.1%
1.181254343	1	< 0.1%
1.232111075	1	< 0.1%
2.098542586	1	< 0.1%
1.137175464	1	< 0.1%
1.305321252	1	< 0.1%
2.029882322	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3276642062	1	< 0.1%
0.3363663184	1	< 0.1%
0.3493638045	1	< 0.1%
0.3631198407	1	< 0.1%
0.3638868167	1	< 0.1%
0.3721241383	1	< 0.1%
0.3736989799	1	< 0.1%
0.3761909149	1	< 0.1%
0.3795613424	1	< 0.1%
0.3826597675	1	< 0.1%

Value	Count	Frequency (%)
6.283808014	1	< 0.1%
6.250925281	1	< 0.1%
5.872300283	1	< 0.1%
5.663247721	1	< 0.1%
5.250220932	1	< 0.1%
5.187480287	1	< 0.1%
5.180491321	1	< 0.1%
5.153746046	1	< 0.1%
4.983333525	1	< 0.1%
4.928396164	1	< 0.1%

rms[14]
Real number (ℝ)

UNIQUE

Distinct	385500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4390368

Minimum	0.31834682
Maximum	6.0071976
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.31834682
5-th percentile	0.88388694
Q1	1.1783951
median	1.414197
Q3	1.6721007
95-th percentile	2.079134
Maximum	6.0071976
Range	5.6888508
Interquartile range (IQR)	0.49370554

Descriptive statistics

Standard deviation	0.36632957
Coefficient of variation (CV)	0.2545658
Kurtosis	0.87055519
Mean	1.4390368
Median Absolute Deviation (MAD)	0.24591365
Skewness	0.47335962
Sum	554748.7
Variance	0.13419736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.284969439	1	< 0.1%
1.230902535	1	< 0.1%
1.522471972	1	< 0.1%
1.381130331	1	< 0.1%
1.386270799	1	< 0.1%
1.265199911	1	< 0.1%
0.8702167409	1	< 0.1%
1.47254042	1	< 0.1%
1.142523912	1	< 0.1%
1.014263815	1	< 0.1%
Other values (385490)	385490	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3183468164	1	< 0.1%
0.3330039439	1	< 0.1%
0.355014755	1	< 0.1%
0.3704289638	1	< 0.1%
0.3741251693	1	< 0.1%
0.3783954751	1	< 0.1%
0.3818678908	1	< 0.1%
0.3838113186	1	< 0.1%
0.3880136972	1	< 0.1%
0.3892228709	1	< 0.1%

Value	Count	Frequency (%)
6.007197629	1	< 0.1%
5.825523156	1	< 0.1%
5.700786136	1	< 0.1%
5.610112763	1	< 0.1%
5.496783926	1	< 0.1%
5.43575725	1	< 0.1%
5.352587841	1	< 0.1%
5.275653263	1	< 0.1%
5.241718494	1	< 0.1%
5.237236021	1	< 0.1%

rms[15]
Real number (ℝ)

Distinct	385498
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3709487

Minimum	0.30208907
Maximum	5.8599937
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.30208907
5-th percentile	0.84111954
Q1	1.1207973
median	1.3465014
Q3	1.594086
95-th percentile	1.9821122
Maximum	5.8599937
Range	5.5579046
Interquartile range (IQR)	0.47328874

Descriptive statistics

Standard deviation	0.3500028
Coefficient of variation (CV)	0.25529971
Kurtosis	0.82250134
Mean	1.3709487
Median Absolute Deviation (MAD)	0.2355753
Skewness	0.47333171
Sum	528500.71
Variance	0.12250196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.242046382	2	< 0.1%
1.191677663	2	< 0.1%
1.196239299	1	< 0.1%
0.7439635206	1	< 0.1%
1.90828681	1	< 0.1%
1.365511341	1	< 0.1%
1.050074564	1	< 0.1%
1.731239889	1	< 0.1%
0.7065383408	1	< 0.1%
1.616126483	1	< 0.1%
Other values (385488)	385488	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3020890705	1	< 0.1%
0.3148523961	1	< 0.1%
0.3361385273	1	< 0.1%
0.3367061756	1	< 0.1%
0.3533741918	1	< 0.1%
0.3600633975	1	< 0.1%
0.3621534157	1	< 0.1%
0.3631858823	1	< 0.1%
0.3641677213	1	< 0.1%
0.3647453606	1	< 0.1%

Value	Count	Frequency (%)
5.859993683	1	< 0.1%
5.545622971	1	< 0.1%
5.186209157	1	< 0.1%
4.97968919	1	< 0.1%
4.86169339	1	< 0.1%
4.823969639	1	< 0.1%
4.793571506	1	< 0.1%
4.762501937	1	< 0.1%
4.711382224	1	< 0.1%
4.650267109	1	< 0.1%

rms[16]
Real number (ℝ)

Distinct	385489
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4529441

Minimum	0.12942838
Maximum	5.0314004
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.12942838
5-th percentile	0.27095909
Q1	0.34226445
median	0.40011698
Q3	0.46607662
95-th percentile	0.69628913
Maximum	5.0314004
Range	4.901972
Interquartile range (IQR)	0.12381217

Descriptive statistics

Standard deviation	0.2994557
Coefficient of variation (CV)	0.66113169
Kurtosis	32.918234
Mean	0.4529441
Median Absolute Deviation (MAD)	0.061413225
Skewness	5.4963332
Sum	174609.95
Variance	0.089673715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3051786403	2	< 0.1%
0.3786858809	2	< 0.1%
0.2843529094	2	< 0.1%
0.5153420294	2	< 0.1%
0.345262557	2	< 0.1%
0.2605740396	2	< 0.1%
0.4366978414	2	< 0.1%
0.401109893	2	< 0.1%
0.3845009414	2	< 0.1%
0.3346910959	2	< 0.1%
Other values (385479)	385480	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1294283816	1	< 0.1%
0.1331204618	1	< 0.1%
0.1344973125	1	< 0.1%
0.1383770395	1	< 0.1%
0.1388298994	1	< 0.1%
0.1390108685	1	< 0.1%
0.1409012551	1	< 0.1%
0.1411255293	1	< 0.1%
0.1417977197	1	< 0.1%
0.1422895117	1	< 0.1%

Value	Count	Frequency (%)
5.031400393	1	< 0.1%
4.97772658	1	< 0.1%
4.944033305	1	< 0.1%
4.909914694	1	< 0.1%
4.897668208	1	< 0.1%
4.873119751	1	< 0.1%
4.844882782	1	< 0.1%
4.808647654	1	< 0.1%
4.732454861	1	< 0.1%
3.983907385	1	< 0.1%

rms[17]
Real number (ℝ)

Distinct	385484
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.37102667

Minimum	0.1021384
Maximum	4.9251805
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0.1021384
5-th percentile	0.26205537
Q1	0.32175268
median	0.36698056
Q3	0.41557782
95-th percentile	0.49186455
Maximum	4.9251805
Range	4.8230421
Interquartile range (IQR)	0.093825142

Descriptive statistics

Standard deviation	0.081982991
Coefficient of variation (CV)	0.22096253
Kurtosis	629.44188
Mean	0.37102667
Median Absolute Deviation (MAD)	0.046850542
Skewness	13.153182
Sum	143030.78
Variance	0.0067212109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3892622347	2	< 0.1%
0.3863713238	2	< 0.1%
0.3469393032	2	< 0.1%
0.3924283997	2	< 0.1%
0.442889431	2	< 0.1%
0.3185343179	2	< 0.1%
0.3661969869	2	< 0.1%
0.4205411915	2	< 0.1%
0.3445080796	2	< 0.1%
0.4376040867	2	< 0.1%
Other values (385474)	385480	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1021384	1	< 0.1%
0.1248619136	1	< 0.1%
0.1259771256	1	< 0.1%
0.1263971029	1	< 0.1%
0.1288975659	1	< 0.1%
0.1327008374	1	< 0.1%
0.1337754702	1	< 0.1%
0.1396550585	1	< 0.1%
0.1426849883	1	< 0.1%
0.1433361498	1	< 0.1%

Value	Count	Frequency (%)
4.925180515	1	< 0.1%
4.923773916	1	< 0.1%
4.887145232	1	< 0.1%
4.867605103	1	< 0.1%
4.817244821	1	< 0.1%
4.796826322	1	< 0.1%
4.771140747	1	< 0.1%
4.762582414	1	< 0.1%
4.750573637	1	< 0.1%
4.748951977	1	< 0.1%

x
Real number (ℝ)

Distinct	81
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	397.72374

Minimum	200
Maximum	600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	200
5-th percentile	215
Q1	285
median	400
Q3	500
95-th percentile	585
Maximum	600
Range	400
Interquartile range (IQR)	215

Descriptive statistics

Standard deviation	120.5931
Coefficient of variation (CV)	0.30320822
Kurtosis	-1.197003
Mean	397.72374
Median Absolute Deviation (MAD)	110
Skewness	0.034705739
Sum	1.533225 × 10⁸
Variance	14542.697
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
235	6600	1.7%
580	6300	1.6%
565	6300	1.6%
410	6100	1.6%
405	6100	1.6%
200	5900	1.5%
590	5900	1.5%
225	5900	1.5%
355	5800	1.5%
585	5800	1.5%
Other values (71)	324800	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200	5900	1.5%
205	5300	1.4%
210	5600	1.5%
215	5600	1.5%
220	4800	1.2%
225	5900	1.5%
230	5600	1.5%
235	6600	1.7%
240	5800	1.5%
245	5800	1.5%

Value	Count	Frequency (%)
600	5300	1.4%
595	5500	1.4%
590	5900	1.5%
585	5800	1.5%
580	6300	1.6%
575	5100	1.3%
570	5500	1.4%
565	6300	1.6%
560	5500	1.4%
555	5800	1.5%

y
Real number (ℝ)

Distinct	81
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	404.10636

Minimum	200
Maximum	600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	200
5-th percentile	225
Q1	310
median	405
Q3	500
95-th percentile	580
Maximum	600
Range	400
Interquartile range (IQR)	190

Descriptive statistics

Standard deviation	113.65223
Coefficient of variation (CV)	0.28124336
Kurtosis	-1.1513592
Mean	404.10636
Median Absolute Deviation (MAD)	95
Skewness	-0.027233727
Sum	1.55783 × 10⁸
Variance	12916.829
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
390	6100	1.6%
485	5900	1.5%
495	5900	1.5%
540	5700	1.5%
400	5600	1.5%
395	5600	1.5%
380	5500	1.4%
375	5500	1.4%
525	5400	1.4%
520	5400	1.4%
Other values (71)	328900	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200	3800	1.0%
205	3400	0.9%
210	3900	1.0%
215	3400	0.9%
220	3900	1.0%
225	4100	1.1%
230	4600	1.2%
235	4800	1.2%
240	4200	1.1%
245	4000	1.0%

Value	Count	Frequency (%)
600	4700	1.2%
595	5300	1.4%
590	4700	1.2%
585	4400	1.1%
580	4700	1.2%
575	4500	1.2%
570	4000	1.0%
565	4300	1.1%
560	3900	1.0%
555	4000	1.0%

Auto

Heatmap
Table

	rms[0]	rms[10]	rms[11]	rms[12]	rms[13]	rms[14]	rms[15]	rms[16]	rms[17]	rms[1]	rms[2]	rms[3]	rms[4]	rms[5]	rms[6]	rms[7]	rms[8]	rms[9]	x	y
rms[0]	1.000	0.001	0.002	0.001	0.003	0.001	-0.001	0.027	0.004	0.008	0.003	0.004	0.006	0.008	0.007	0.002	0.002	0.001	-0.003	0.002
rms[10]	0.001	1.000	-0.001	0.001	0.003	0.003	0.003	0.002	0.009	0.003	0.003	0.003	0.001	-0.001	0.001	0.001	0.002	0.002	-0.002	0.001
rms[11]	0.002	-0.001	1.000	0.001	0.006	-0.001	0.004	0.004	0.007	0.004	0.004	-0.001	-0.001	0.002	-0.000	-0.000	0.002	0.002	-0.001	-0.002
rms[12]	0.001	0.001	0.001	1.000	0.005	0.003	0.005	0.004	0.004	0.001	0.000	0.001	0.002	0.001	0.002	0.000	0.002	-0.000	-0.001	-0.002
rms[13]	0.003	0.003	0.006	0.005	1.000	0.002	0.003	0.005	0.006	-0.001	0.001	0.001	-0.001	0.001	0.002	0.001	0.001	0.004	-0.001	0.001
rms[14]	0.001	0.003	-0.001	0.003	0.002	1.000	0.005	0.002	0.003	-0.002	0.003	-0.000	0.002	-0.001	0.002	0.003	0.002	0.003	-0.003	-0.001
rms[15]	-0.001	0.003	0.004	0.005	0.003	0.005	1.000	0.002	0.004	-0.001	0.002	0.001	0.002	0.001	0.001	0.003	0.002	0.006	-0.000	0.003
rms[16]	0.027	0.002	0.004	0.004	0.005	0.002	0.002	1.000	0.031	0.025	0.031	0.029	0.023	0.026	0.028	0.024	0.004	0.007	-0.011	0.000
rms[17]	0.004	0.009	0.007	0.004	0.006	0.003	0.004	0.031	1.000	0.004	0.003	0.003	0.006	0.003	0.003	-0.000	0.008	0.001	-0.003	-0.000
rms[1]	0.008	0.003	0.004	0.001	-0.001	-0.002	-0.001	0.025	0.004	1.000	0.006	0.006	0.005	0.004	0.008	0.006	0.002	0.000	-0.003	-0.001
rms[2]	0.003	0.003	0.004	0.000	0.001	0.003	0.002	0.031	0.003	0.006	1.000	0.005	0.007	0.004	0.008	0.005	0.004	-0.001	-0.000	0.000
rms[3]	0.004	0.003	-0.001	0.001	0.001	-0.000	0.001	0.029	0.003	0.006	0.005	1.000	0.007	0.006	0.007	0.005	0.001	0.001	0.001	-0.001
rms[4]	0.006	0.001	-0.001	0.002	-0.001	0.002	0.002	0.023	0.006	0.005	0.007	0.007	1.000	0.008	0.006	0.004	0.002	0.002	-0.001	0.001
rms[5]	0.008	-0.001	0.002	0.001	0.001	-0.001	0.001	0.026	0.003	0.004	0.004	0.006	0.008	1.000	0.005	0.005	0.002	0.005	-0.001	0.002
rms[6]	0.007	0.001	-0.000	0.002	0.002	0.002	0.001	0.028	0.003	0.008	0.008	0.007	0.006	0.005	1.000	0.006	-0.002	0.004	0.001	-0.001
rms[7]	0.002	0.001	-0.000	0.000	0.001	0.003	0.003	0.024	-0.000	0.006	0.005	0.005	0.004	0.005	0.006	1.000	0.001	-0.000	-0.000	-0.003
rms[8]	0.002	0.002	0.002	0.002	0.001	0.002	0.002	0.004	0.008	0.002	0.004	0.001	0.002	0.002	-0.002	0.001	1.000	0.003	0.000	0.001
rms[9]	0.001	0.002	0.002	-0.000	0.004	0.003	0.006	0.007	0.001	0.000	-0.001	0.001	0.002	0.005	0.004	-0.000	0.003	1.000	-0.001	0.001
x	-0.003	-0.002	-0.001	-0.001	-0.001	-0.003	-0.000	-0.011	-0.003	-0.003	-0.000	0.001	-0.001	-0.001	0.001	-0.000	0.000	-0.001	1.000	0.003
y	0.002	0.001	-0.002	-0.002	0.001	-0.001	0.003	0.000	-0.000	-0.001	0.000	-0.001	0.001	0.002	-0.001	-0.003	0.001	0.001	0.003	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	rms[0]	rms[1]	rms[2]	rms[3]	rms[4]	rms[5]	rms[6]	rms[7]	rms[8]	rms[9]	rms[10]	rms[11]	rms[12]	rms[13]	rms[14]	rms[15]	rms[16]	rms[17]	x	y
0	2.007042	1.563902	1.456865	1.531228	0.938042	1.412877	1.242361	1.521403	1.211460	0.971254	1.285425	0.904157	0.939772	1.184943	1.284969	1.196239	0.374498	0.405595	200.0	200.0
1	1.564535	1.228058	1.709002	1.172497	1.109768	1.489011	1.684811	1.356535	1.248869	1.646606	1.236410	1.201039	1.483650	1.578009	1.093953	1.534433	0.403258	0.405890	200.0	200.0
2	1.404622	1.015408	1.373336	1.508628	1.121483	1.547936	1.529981	1.636174	1.712700	1.509499	1.973803	1.995394	2.004948	1.333036	1.183951	1.010175	0.568777	0.498019	200.0	200.0
3	1.512162	1.350620	1.115078	1.374108	1.849099	0.809550	1.633162	1.737832	0.825131	1.945644	1.224526	1.491610	1.019475	1.945065	1.738998	1.283015	0.255483	0.336454	200.0	200.0
4	1.101113	0.759515	1.237268	1.417505	1.474896	1.814520	1.794109	0.801273	1.627493	1.471771	1.604495	1.318873	1.384048	1.513988	1.323621	1.480449	0.413855	0.293824	200.0	200.0
5	1.306723	1.449023	1.493497	1.696455	1.296750	1.124239	1.074483	2.556941	1.307817	1.145877	2.218639	0.871446	1.222121	1.351440	1.258581	1.159937	0.329763	0.363354	200.0	200.0
6	1.077895	1.682553	1.126590	1.692608	1.884545	0.821787	1.823566	0.959367	2.100437	1.209063	1.314120	0.714399	0.827945	1.368666	1.481089	1.291392	2.311443	0.303670	200.0	200.0
7	1.709293	2.070935	0.956707	1.818242	0.832932	1.205491	1.266439	1.105502	1.967921	1.530144	1.678480	1.490622	1.006714	1.452040	1.325447	0.512846	0.373013	0.343092	200.0	200.0
8	1.037712	0.729615	1.352266	1.143194	1.208122	2.187077	0.864868	1.511591	1.349982	1.552121	1.474696	1.798256	1.011389	1.029653	1.923174	1.149343	0.393553	0.306571	200.0	200.0
9	1.332894	1.352137	1.660339	1.945752	2.049288	2.061963	1.321057	1.045462	0.696152	3.250066	1.554485	1.229758	1.333368	2.256458	1.539122	0.686336	0.542973	0.409013	200.0	200.0

	rms[0]	rms[1]	rms[2]	rms[3]	rms[4]	rms[5]	rms[6]	rms[7]	rms[8]	rms[9]	rms[10]	rms[11]	rms[12]	rms[13]	rms[14]	rms[15]	rms[16]	rms[17]	x	y
385490	0.971711	1.228215	1.502365	1.550945	1.380059	1.118846	1.007025	1.894227	1.622272	1.366957	1.544751	1.823697	0.999038	1.140093	1.259065	1.281961	0.934734	0.245449	600.0	595.0
385491	1.542945	1.494634	1.072952	1.344909	1.162698	1.049266	1.240075	1.887730	0.712301	1.393822	1.450392	1.025028	1.049842	1.565875	0.908278	1.041395	0.346957	0.335133	600.0	595.0
385492	1.282457	1.261715	0.940349	0.990265	1.365764	0.993231	1.092102	1.154608	1.218655	1.527126	1.125410	1.236443	1.500500	1.452716	1.071432	0.877719	0.434587	0.286119	600.0	595.0
385493	1.397749	1.589857	1.081511	2.152877	1.339884	1.411448	1.356776	1.007813	1.555714	1.835121	1.360594	1.227530	0.991862	0.936144	1.086046	1.308273	0.372788	0.465998	600.0	595.0
385494	1.383765	1.306119	1.391988	2.036564	2.051995	1.125891	1.474316	0.946313	1.229427	1.396700	1.635595	1.149523	1.751148	1.401522	1.675210	1.134081	0.386433	0.385382	600.0	595.0
385495	1.103550	1.021450	0.782512	1.829785	1.498869	1.296357	1.556523	2.248684	0.876277	0.906276	1.467989	1.061959	0.767079	0.964490	1.681396	1.932267	0.714250	0.345872	600.0	595.0
385496	1.895393	1.570939	1.390139	1.316458	1.490002	1.563036	1.112393	1.511234	1.941815	1.675671	1.856407	1.330986	1.717499	1.632497	1.227755	1.305790	0.325978	0.318873	600.0	595.0
385497	1.248541	1.255832	1.056464	1.874057	1.186608	1.125781	1.029841	1.619186	1.612187	1.267967	1.655136	2.044186	1.266236	1.944626	1.273724	2.086888	0.430833	0.301635	600.0	595.0
385498	1.215713	1.465443	1.198712	2.139997	1.636094	1.576356	2.050272	1.042840	1.794087	1.181766	1.647129	2.052866	0.985935	1.286150	1.053635	0.932597	0.474301	0.408242	600.0	595.0
385499	1.780837	1.207622	1.264768	1.146192	0.980459	1.542316	1.789487	1.394616	1.207466	1.062997	1.761634	1.224573	2.039344	0.734442	1.589978	1.593781	0.509508	0.354110	600.0	595.0

Overview

Variables

Interactions

Correlations

Missing values

Sample